Overview
Brought to you by YData
Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 308 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 24.2 KiB |
| Average record size in memory | 80.4 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 1 |
diameter is highly overall correlated with height and 7 other fields | High correlation |
height is highly overall correlated with diameter and 7 other fields | High correlation |
length is highly overall correlated with diameter and 7 other fields | High correlation |
rings is highly overall correlated with diameter and 6 other fields | High correlation |
sex is highly overall correlated with diameter and 6 other fields | High correlation |
shell_weight is highly overall correlated with diameter and 7 other fields | High correlation |
shucked_weight is highly overall correlated with diameter and 7 other fields | High correlation |
viscera_weight is highly overall correlated with diameter and 7 other fields | High correlation |
whole_weight is highly overall correlated with diameter and 7 other fields | High correlation |
id has unique values | Unique |
Reproduction
| Analysis started | 2025-02-02 08:38:35.323798 |
|---|---|
| Analysis finished | 2025-02-02 08:38:41.101882 |
| Duration | 5.78 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
id
Real number (ℝ)
Unique
| Distinct | 308 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 173.44156 |
| Minimum | 1 |
|---|---|
| Maximum | 343 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 17.35 |
| Q1 | 83.75 |
| median | 176.5 |
| Q3 | 260.25 |
| 95-th percentile | 326.65 |
| Maximum | 343 |
| Range | 342 |
| Interquartile range (IQR) | 176.5 |
Descriptive statistics
| Standard deviation | 100.52478 |
|---|---|
| Coefficient of variation (CV) | 0.57958876 |
| Kurtosis | -1.2352299 |
| Mean | 173.44156 |
| Median Absolute Deviation (MAD) | 88.5 |
| Skewness | -0.039505903 |
| Sum | 53420 |
| Variance | 10105.231 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 103 | 1 | 0.3% |
| 6 | 1 | 0.3% |
| 210 | 1 | 0.3% |
| 333 | 1 | 0.3% |
| 258 | 1 | 0.3% |
| 294 | 1 | 0.3% |
| 192 | 1 | 0.3% |
| 277 | 1 | 0.3% |
| 161 | 1 | 0.3% |
| 314 | 1 | 0.3% |
| Other values (298) | 298 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 343 | 1 | |
| 342 | 1 | |
| 340 | 1 | |
| 339 | 1 | |
| 338 | 1 | |
| 337 | 1 | |
| 336 | 1 | |
| 335 | 1 | |
| 334 | 1 | |
| 333 | 1 |
sex
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 KiB |
| M | |
|---|---|
| F | |
| I |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | I |
|---|---|
| 2nd row | I |
| 3rd row | I |
| 4th row | M |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| M | 126 | |
| F | 120 | |
| I | 62 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 126 | |
| f | 120 | |
| i | 62 |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 126 | |
| F | 120 | |
| I | 62 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 308 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 126 | |
| F | 120 | |
| I | 62 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 308 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 126 | |
| F | 120 | |
| I | 62 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 308 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 126 | |
| F | 120 | |
| I | 62 |
length
Real number (ℝ)
High correlation
| Distinct | 93 |
|---|---|
| Distinct (%) | 30.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.49125 |
| Minimum | 0.075 |
|---|---|
| Maximum | 0.725 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 0.075 |
|---|---|
| 5-th percentile | 0.265 |
| Q1 | 0.415 |
| median | 0.515 |
| Q3 | 0.58 |
| 95-th percentile | 0.66325 |
| Maximum | 0.725 |
| Range | 0.65 |
| Interquartile range (IQR) | 0.165 |
Descriptive statistics
| Standard deviation | 0.12571805 |
|---|---|
| Coefficient of variation (CV) | 0.25591461 |
| Kurtosis | 0.11939269 |
| Mean | 0.49125 |
| Median Absolute Deviation (MAD) | 0.0775 |
| Skewness | -0.67601451 |
| Sum | 151.305 |
| Variance | 0.015805029 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.47 | 10 | 3.2% |
| 0.53 | 10 | 3.2% |
| 0.565 | 9 | 2.9% |
| 0.5 | 9 | 2.9% |
| 0.595 | 8 | 2.6% |
| 0.45 | 8 | 2.6% |
| 0.52 | 7 | 2.3% |
| 0.58 | 7 | 2.3% |
| 0.63 | 7 | 2.3% |
| 0.55 | 7 | 2.3% |
| Other values (83) | 226 |
| Value | Count | Frequency (%) |
| 0.075 | 1 | |
| 0.11 | 1 | |
| 0.16 | 1 | |
| 0.165 | 1 | |
| 0.17 | 1 | |
| 0.175 | 1 | |
| 0.19 | 1 | |
| 0.2 | 1 | |
| 0.205 | 1 | |
| 0.21 | 1 |
| Value | Count | Frequency (%) |
| 0.725 | 3 | |
| 0.71 | 2 | |
| 0.705 | 2 | |
| 0.7 | 1 | 0.3% |
| 0.695 | 2 | |
| 0.68 | 4 | |
| 0.665 | 2 | |
| 0.66 | 1 | 0.3% |
| 0.65 | 2 | |
| 0.645 | 2 |
diameter
Real number (ℝ)
High correlation
| Distinct | 82 |
|---|---|
| Distinct (%) | 26.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.38560065 |
| Minimum | 0.055 |
|---|---|
| Maximum | 0.575 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 0.055 |
|---|---|
| 5-th percentile | 0.19675 |
| Q1 | 0.32 |
| median | 0.405 |
| Q3 | 0.46125 |
| 95-th percentile | 0.53325 |
| Maximum | 0.575 |
| Range | 0.52 |
| Interquartile range (IQR) | 0.14125 |
Descriptive statistics
| Standard deviation | 0.10390524 |
|---|---|
| Coefficient of variation (CV) | 0.26946335 |
| Kurtosis | -0.064123812 |
| Mean | 0.38560065 |
| Median Absolute Deviation (MAD) | 0.0675 |
| Skewness | -0.62925909 |
| Sum | 118.765 |
| Variance | 0.010796299 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.475 | 12 | 3.9% |
| 0.45 | 11 | 3.6% |
| 0.4 | 10 | 3.2% |
| 0.425 | 9 | 2.9% |
| 0.355 | 8 | 2.6% |
| 0.435 | 8 | 2.6% |
| 0.485 | 8 | 2.6% |
| 0.44 | 8 | 2.6% |
| 0.415 | 8 | 2.6% |
| 0.48 | 7 | 2.3% |
| Other values (72) | 219 |
| Value | Count | Frequency (%) |
| 0.055 | 1 | |
| 0.09 | 1 | |
| 0.12 | 2 | |
| 0.13 | 2 | |
| 0.145 | 2 | |
| 0.15 | 2 | |
| 0.16 | 2 | |
| 0.175 | 1 | |
| 0.19 | 1 | |
| 0.195 | 2 |
| Value | Count | Frequency (%) |
| 0.575 | 1 | 0.3% |
| 0.57 | 2 | |
| 0.56 | 4 | |
| 0.555 | 1 | 0.3% |
| 0.55 | 3 | |
| 0.545 | 1 | 0.3% |
| 0.54 | 1 | 0.3% |
| 0.535 | 3 | |
| 0.53 | 1 | 0.3% |
| 0.525 | 3 |
height
Real number (ℝ)
High correlation
| Distinct | 43 |
|---|---|
| Distinct (%) | 14.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1350487 |
| Minimum | 0.01 |
|---|---|
| Maximum | 0.24 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.06175 |
| Q1 | 0.105 |
| median | 0.135 |
| Q3 | 0.165 |
| 95-th percentile | 0.2 |
| Maximum | 0.24 |
| Range | 0.23 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.041822265 |
|---|---|
| Coefficient of variation (CV) | 0.30968284 |
| Kurtosis | -0.21854854 |
| Mean | 0.1350487 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | -0.18911997 |
| Sum | 41.595 |
| Variance | 0.0017491019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 0.165 | 18 | 5.8% |
| 0.125 | 17 | 5.5% |
| 0.16 | 17 | 5.5% |
| 0.14 | 16 | 5.2% |
| 0.13 | 15 | 4.9% |
| 0.175 | 14 | 4.5% |
| 0.105 | 14 | 4.5% |
| 0.155 | 14 | 4.5% |
| 0.12 | 13 | 4.2% |
| 0.135 | 13 | 4.2% |
| Other values (33) | 157 |
| Value | Count | Frequency (%) |
| 0.01 | 1 | 0.3% |
| 0.03 | 2 | 0.6% |
| 0.035 | 1 | 0.3% |
| 0.04 | 2 | 0.6% |
| 0.045 | 1 | 0.3% |
| 0.05 | 1 | 0.3% |
| 0.055 | 2 | 0.6% |
| 0.06 | 6 | |
| 0.065 | 2 | 0.6% |
| 0.07 | 4 |
| Value | Count | Frequency (%) |
| 0.24 | 2 | 0.6% |
| 0.23 | 1 | 0.3% |
| 0.225 | 1 | 0.3% |
| 0.22 | 1 | 0.3% |
| 0.215 | 3 | |
| 0.21 | 2 | 0.6% |
| 0.205 | 3 | |
| 0.2 | 4 | |
| 0.195 | 5 | |
| 0.19 | 7 |
whole_weight
Real number (ℝ)
High correlation
| Distinct | 289 |
|---|---|
| Distinct (%) | 93.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.73109253 |
| Minimum | 0.002 |
|---|---|
| Maximum | 2.55 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 0.002 |
|---|---|
| 5-th percentile | 0.095525 |
| Q1 | 0.352625 |
| median | 0.689 |
| Q3 | 1.013 |
| 95-th percentile | 1.617275 |
| Maximum | 2.55 |
| Range | 2.548 |
| Interquartile range (IQR) | 0.660375 |
Descriptive statistics
| Standard deviation | 0.47602648 |
|---|---|
| Coefficient of variation (CV) | 0.65111659 |
| Kurtosis | 0.35618696 |
| Mean | 0.73109253 |
| Median Absolute Deviation (MAD) | 0.3305 |
| Skewness | 0.70395833 |
| Sum | 225.1765 |
| Variance | 0.22660121 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.922 | 3 | 1.0% |
| 0.5415 | 3 | 1.0% |
| 0.2255 | 3 | 1.0% |
| 0.9885 | 2 | 0.6% |
| 0.042 | 2 | 0.6% |
| 0.156 | 2 | 0.6% |
| 0.406 | 2 | 0.6% |
| 1.013 | 2 | 0.6% |
| 0.205 | 2 | 0.6% |
| 1.1015 | 2 | 0.6% |
| Other values (279) | 285 |
| Value | Count | Frequency (%) |
| 0.002 | 1 | |
| 0.008 | 1 | |
| 0.021 | 1 | |
| 0.0215 | 1 | |
| 0.03 | 1 | |
| 0.0315 | 1 | |
| 0.037 | 1 | |
| 0.038 | 1 | |
| 0.042 | 2 | |
| 0.0465 | 1 |
| Value | Count | Frequency (%) |
| 2.55 | 1 | |
| 2.141 | 1 | |
| 2.124 | 1 | |
| 1.981 | 1 | |
| 1.959 | 1 | |
| 1.9565 | 1 | |
| 1.9485 | 1 | |
| 1.842 | 1 | |
| 1.798 | 1 | |
| 1.779 | 1 |
shucked_weight
Real number (ℝ)
High correlation
| Distinct | 283 |
|---|---|
| Distinct (%) | 91.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.28550162 |
| Minimum | 0.001 |
|---|---|
| Maximum | 1.0705 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 0.001 |
|---|---|
| 5-th percentile | 0.039 |
| Q1 | 0.140875 |
| median | 0.274 |
| Q3 | 0.394875 |
| 95-th percentile | 0.575825 |
| Maximum | 1.0705 |
| Range | 1.0695 |
| Interquartile range (IQR) | 0.254 |
Descriptive statistics
| Standard deviation | 0.18112219 |
|---|---|
| Coefficient of variation (CV) | 0.63439987 |
| Kurtosis | 0.94632176 |
| Mean | 0.28550162 |
| Median Absolute Deviation (MAD) | 0.12575 |
| Skewness | 0.74133044 |
| Sum | 87.9345 |
| Variance | 0.032805248 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.234 | 3 | 1.0% |
| 0.32 | 2 | 0.6% |
| 0.381 | 2 | 0.6% |
| 0.269 | 2 | 0.6% |
| 0.0755 | 2 | 0.6% |
| 0.394 | 2 | 0.6% |
| 0.097 | 2 | 0.6% |
| 0.341 | 2 | 0.6% |
| 0.295 | 2 | 0.6% |
| 0.063 | 2 | 0.6% |
| Other values (273) | 287 |
| Value | Count | Frequency (%) |
| 0.001 | 1 | |
| 0.0025 | 1 | |
| 0.007 | 1 | |
| 0.0075 | 1 | |
| 0.0105 | 1 | |
| 0.0125 | 1 | |
| 0.013 | 1 | |
| 0.0165 | 1 | |
| 0.0175 | 1 | |
| 0.0185 | 1 |
| Value | Count | Frequency (%) |
| 1.0705 | 1 | |
| 0.9455 | 1 | |
| 0.8175 | 1 | |
| 0.815 | 1 | |
| 0.7665 | 1 | |
| 0.765 | 1 | |
| 0.7125 | 1 | |
| 0.65 | 1 | |
| 0.633 | 1 | |
| 0.63 | 1 |
viscera_weight
Real number (ℝ)
High correlation
| Distinct | 247 |
|---|---|
| Distinct (%) | 80.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15853409 |
| Minimum | 0.0005 |
|---|---|
| Maximum | 0.541 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 0.0005 |
|---|---|
| 5-th percentile | 0.022525 |
| Q1 | 0.075375 |
| median | 0.151 |
| Q3 | 0.222875 |
| 95-th percentile | 0.334825 |
| Maximum | 0.541 |
| Range | 0.5405 |
| Interquartile range (IQR) | 0.1475 |
Descriptive statistics
| Standard deviation | 0.10180579 |
|---|---|
| Coefficient of variation (CV) | 0.64216968 |
| Kurtosis | 0.19774282 |
| Mean | 0.15853409 |
| Median Absolute Deviation (MAD) | 0.07375 |
| Skewness | 0.63987731 |
| Sum | 48.8285 |
| Variance | 0.010364418 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.114 | 3 | 1.0% |
| 0.261 | 3 | 1.0% |
| 0.2355 | 3 | 1.0% |
| 0.1125 | 3 | 1.0% |
| 0.0415 | 3 | 1.0% |
| 0.227 | 2 | 0.6% |
| 0.214 | 2 | 0.6% |
| 0.194 | 2 | 0.6% |
| 0.1935 | 2 | 0.6% |
| 0.1625 | 2 | 0.6% |
| Other values (237) | 283 |
| Value | Count | Frequency (%) |
| 0.0005 | 1 | |
| 0.002 | 1 | |
| 0.0045 | 1 | |
| 0.005 | 1 | |
| 0.0065 | 2 | |
| 0.008 | 1 | |
| 0.0095 | 1 | |
| 0.0105 | 1 | |
| 0.0125 | 1 | |
| 0.014 | 1 |
| Value | Count | Frequency (%) |
| 0.541 | 1 | |
| 0.483 | 1 | |
| 0.4515 | 1 | |
| 0.4115 | 1 | |
| 0.409 | 1 | |
| 0.408 | 1 | |
| 0.398 | 1 | |
| 0.3925 | 1 | |
| 0.388 | 1 | |
| 0.3765 | 1 |
shell_weight
Real number (ℝ)
High correlation
| Distinct | 137 |
|---|---|
| Distinct (%) | 44.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.23478247 |
| Minimum | 0.0015 |
|---|---|
| Maximum | 1.005 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 0.0015 |
|---|---|
| 5-th percentile | 0.0287 |
| Q1 | 0.115 |
| median | 0.21 |
| Q3 | 0.325 |
| 95-th percentile | 0.521 |
| Maximum | 1.005 |
| Range | 1.0035 |
| Interquartile range (IQR) | 0.21 |
Descriptive statistics
| Standard deviation | 0.16372104 |
|---|---|
| Coefficient of variation (CV) | 0.69733078 |
| Kurtosis | 2.4700569 |
| Mean | 0.23478247 |
| Median Absolute Deviation (MAD) | 0.1075 |
| Skewness | 1.2288779 |
| Sum | 72.313 |
| Variance | 0.02680458 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.285 | 7 | 2.3% |
| 0.15 | 7 | 2.3% |
| 0.1 | 7 | 2.3% |
| 0.075 | 7 | 2.3% |
| 0.26 | 6 | 1.9% |
| 0.135 | 6 | 1.9% |
| 0.205 | 6 | 1.9% |
| 0.325 | 5 | 1.6% |
| 0.12 | 5 | 1.6% |
| 0.21 | 5 | 1.6% |
| Other values (127) | 247 |
| Value | Count | Frequency (%) |
| 0.0015 | 1 | 0.3% |
| 0.003 | 1 | 0.3% |
| 0.005 | 2 | |
| 0.01 | 1 | 0.3% |
| 0.011 | 1 | 0.3% |
| 0.012 | 1 | 0.3% |
| 0.0125 | 1 | 0.3% |
| 0.015 | 4 | |
| 0.02 | 1 | 0.3% |
| 0.025 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 1.005 | 1 | |
| 0.85 | 1 | |
| 0.815 | 1 | |
| 0.78 | 1 | |
| 0.76 | 1 | |
| 0.725 | 1 | |
| 0.69 | 1 | |
| 0.675 | 1 | |
| 0.65 | 1 | |
| 0.62 | 1 |
rings
Real number (ℝ)
High correlation
| Distinct | 23 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.87987 |
| Minimum | 1 |
|---|---|
| Maximum | 26 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 10 |
| Q3 | 13 |
| 95-th percentile | 19 |
| Maximum | 26 |
| Range | 25 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.0310502 |
|---|---|
| Coefficient of variation (CV) | 0.37050536 |
| Kurtosis | 0.8007122 |
| Mean | 10.87987 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.7434657 |
| Sum | 3351 |
| Variance | 16.249365 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 10 | 45 | |
| 9 | 35 | |
| 7 | 33 | |
| 8 | 28 | |
| 12 | 26 | |
| 13 | 23 | |
| 11 | 21 | |
| 14 | 20 | 6.5% |
| 15 | 16 | 5.2% |
| 5 | 10 | 3.2% |
| Other values (13) | 51 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.3% |
| 3 | 2 | 0.6% |
| 4 | 8 | 2.6% |
| 5 | 10 | 3.2% |
| 6 | 6 | 1.9% |
| 7 | 33 | |
| 8 | 28 | |
| 9 | 35 | |
| 10 | 45 | |
| 11 | 21 |
| Value | Count | Frequency (%) |
| 26 | 1 | 0.3% |
| 23 | 2 | 0.6% |
| 22 | 2 | 0.6% |
| 21 | 3 | 1.0% |
| 20 | 5 | 1.6% |
| 19 | 5 | 1.6% |
| 18 | 5 | 1.6% |
| 17 | 4 | 1.3% |
| 16 | 7 | |
| 15 | 16 |
Interactions
Correlations
| diameter | height | id | length | rings | sex | shell_weight | shucked_weight | viscera_weight | whole_weight | |
|---|---|---|---|---|---|---|---|---|---|---|
| diameter | 1.000 | 0.922 | -0.026 | 0.986 | 0.811 | 0.544 | 0.971 | 0.971 | 0.960 | 0.984 |
| height | 0.922 | 1.000 | 0.084 | 0.911 | 0.810 | 0.530 | 0.938 | 0.907 | 0.921 | 0.938 |
| id | -0.026 | 0.084 | 1.000 | -0.038 | 0.037 | 0.111 | -0.021 | -0.035 | -0.031 | -0.015 |
| length | 0.986 | 0.911 | -0.038 | 1.000 | 0.802 | 0.528 | 0.965 | 0.968 | 0.963 | 0.981 |
| rings | 0.811 | 0.810 | 0.037 | 0.802 | 1.000 | 0.474 | 0.846 | 0.792 | 0.786 | 0.831 |
| sex | 0.544 | 0.530 | 0.111 | 0.528 | 0.474 | 1.000 | 0.501 | 0.522 | 0.540 | 0.535 |
| shell_weight | 0.971 | 0.938 | -0.021 | 0.965 | 0.846 | 0.501 | 1.000 | 0.945 | 0.942 | 0.983 |
| shucked_weight | 0.971 | 0.907 | -0.035 | 0.968 | 0.792 | 0.522 | 0.945 | 1.000 | 0.967 | 0.981 |
| viscera_weight | 0.960 | 0.921 | -0.031 | 0.963 | 0.786 | 0.540 | 0.942 | 0.967 | 1.000 | 0.973 |
| whole_weight | 0.984 | 0.938 | -0.015 | 0.981 | 0.831 | 0.535 | 0.983 | 0.981 | 0.973 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| id | sex | length | diameter | height | whole_weight | shucked_weight | viscera_weight | shell_weight | rings | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 6 | I | 0.425 | 0.300 | 0.095 | 0.3515 | 0.1410 | 0.0775 | 0.120 | 8 |
| 1 | 210 | I | 0.370 | 0.280 | 0.095 | 0.2655 | 0.1220 | 0.0520 | 0.080 | 7 |
| 2 | 333 | I | 0.475 | 0.365 | 0.115 | 0.4990 | 0.2320 | 0.0885 | 0.156 | 10 |
| 3 | 111 | M | 0.495 | 0.395 | 0.125 | 0.5415 | 0.2375 | 0.1345 | 0.155 | 9 |
| 4 | 77 | M | 0.595 | 0.475 | 0.140 | 0.9440 | 0.3625 | 0.1890 | 0.315 | 9 |
| 5 | 85 | M | 0.580 | 0.450 | 0.140 | 1.0130 | 0.3800 | 0.2160 | 0.360 | 14 |
| 6 | 4 | M | 0.440 | 0.365 | 0.125 | 0.5160 | 0.2155 | 0.1140 | 0.155 | 10 |
| 7 | 255 | M | 0.600 | 0.495 | 0.165 | 1.2415 | 0.4850 | 0.2775 | 0.340 | 15 |
| 8 | 259 | F | 0.635 | 0.505 | 0.170 | 1.4150 | 0.6050 | 0.2970 | 0.365 | 15 |
| 9 | 47 | M | 0.470 | 0.370 | 0.120 | 0.5795 | 0.2930 | 0.2270 | 0.140 | 9 |
| id | sex | length | diameter | height | whole_weight | shucked_weight | viscera_weight | shell_weight | rings | |
|---|---|---|---|---|---|---|---|---|---|---|
| 298 | 331 | M | 0.500 | 0.380 | 0.155 | 0.5955 | 0.2135 | 0.1610 | 0.200 | 12 |
| 299 | 215 | F | 0.485 | 0.395 | 0.160 | 0.6600 | 0.2475 | 0.1280 | 0.235 | 14 |
| 300 | 122 | I | 0.385 | 0.295 | 0.085 | 0.2535 | 0.1030 | 0.0575 | 0.085 | 7 |
| 301 | 343 | M | 0.710 | 0.555 | 0.195 | 1.9485 | 0.9455 | 0.3765 | 0.495 | 12 |
| 302 | 21 | M | 0.355 | 0.280 | 0.095 | 0.2455 | 0.0955 | 0.0620 | 0.075 | 11 |
| 303 | 189 | F | 0.630 | 0.480 | 0.160 | 1.1990 | 0.5265 | 0.3350 | 0.315 | 11 |
| 304 | 72 | F | 0.400 | 0.320 | 0.110 | 0.3530 | 0.1405 | 0.0985 | 0.100 | 8 |
| 305 | 107 | F | 0.545 | 0.430 | 0.165 | 0.8020 | 0.2935 | 0.1830 | 0.280 | 11 |
| 306 | 271 | F | 0.640 | 0.525 | 0.215 | 1.7790 | 0.4535 | 0.2855 | 0.550 | 22 |
| 307 | 103 | M | 0.530 | 0.435 | 0.160 | 0.8830 | 0.3160 | 0.1640 | 0.335 | 15 |